{"id":"https://openalex.org/W4206813868","doi":"https://doi.org/10.1109/bigdata52589.2021.9671877","title":"Deployment and Management of Time Series Forecasts in Ocean Industry","display_name":"Deployment and Management of Time Series Forecasts in Ocean Industry","publication_year":2021,"publication_date":"2021-12-15","ids":{"openalex":"https://openalex.org/W4206813868","doi":"https://doi.org/10.1109/bigdata52589.2021.9671877"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata52589.2021.9671877","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata52589.2021.9671877","pdf_url":null,"source":{"id":"https://openalex.org/S4363607718","display_name":"2021 IEEE International Conference on Big Data (Big Data)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005736807","display_name":"Fearghal O\u2019Donncha","orcid":"https://orcid.org/0000-0002-0275-1591"},"institutions":[{"id":"https://openalex.org/I4210145784","display_name":"IBM Research - Ireland","ror":"https://ror.org/04jnxr720","country_code":"IE","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210145784"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Fearghal O'Donncha","raw_affiliation_strings":["AI 4 Digital Twins, IBM Research Europe, Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"AI 4 Digital Twins, IBM Research Europe, Dublin, Ireland","institution_ids":["https://openalex.org/I4210145784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033225753","display_name":"Albert Akhriev","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145784","display_name":"IBM Research - Ireland","ror":"https://ror.org/04jnxr720","country_code":"IE","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210145784"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Albert Akhriev","raw_affiliation_strings":["AI & Quantum, IBM Research Europe, Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"AI & Quantum, IBM Research Europe, Dublin, Ireland","institution_ids":["https://openalex.org/I4210145784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086267750","display_name":"Bradley Eck","orcid":null},"institutions":[{"id":"https://openalex.org/I4210145784","display_name":"IBM Research - Ireland","ror":"https://ror.org/04jnxr720","country_code":"IE","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115","https://openalex.org/I4210145784"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Bradley Eck","raw_affiliation_strings":["AI 4 Digital Twins, IBM Research Europe, Dublin, Ireland"],"affiliations":[{"raw_affiliation_string":"AI 4 Digital Twins, IBM Research Europe, Dublin, Ireland","institution_ids":["https://openalex.org/I4210145784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112754685","display_name":"Meredith Burke","orcid":null},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Meredith Burke","raw_affiliation_strings":["Department of Oceanography, Dalhousie University, Halifax, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Oceanography, Dalhousie University, Halifax, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084990701","display_name":"Ram\u00f3n Filgueira","orcid":"https://orcid.org/0000-0002-3332-8649"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ramon Filgueira","raw_affiliation_strings":["Marine Affairs Program, Dalhousie University, Halifax, Canada"],"affiliations":[{"raw_affiliation_string":"Marine Affairs Program, Dalhousie University, Halifax, Canada","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101481005","display_name":"Jon Grant","orcid":"https://orcid.org/0000-0003-3857-1848"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jon Grant","raw_affiliation_strings":["Department of Oceanography, Dalhousie University, Halifax, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Oceanography, Dalhousie University, Halifax, Canada","institution_ids":["https://openalex.org/I129902397"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5005736807"],"corresponding_institution_ids":["https://openalex.org/I4210145784"],"apc_list":null,"apc_paid":null,"fwci":0.6095,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.6400818,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"11","issue":null,"first_page":"4091","last_page":"4096"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10255","display_name":"Oceanographic and Atmospheric Processes","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10255","display_name":"Oceanographic and Atmospheric Processes","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9718000292778015,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11698","display_name":"Underwater Acoustics Research","score":0.9692000150680542,"subfield":{"id":"https://openalex.org/subfields/1910","display_name":"Oceanography"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.882583737373352},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6995639801025391},{"id":"https://openalex.org/keywords/consistency","display_name":"Consistency (knowledge bases)","score":0.5445166230201721},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5183818936347961},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.5160862803459167},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.49099472165107727},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.45527738332748413},{"id":"https://openalex.org/keywords/wireless-sensor-network","display_name":"Wireless sensor network","score":0.44714412093162537},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4452207088470459},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4313367009162903},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.36154547333717346},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32322967052459717},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3226128816604614},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3040737807750702},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.1266380250453949}],"concepts":[{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.882583737373352},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6995639801025391},{"id":"https://openalex.org/C2776436953","wikidata":"https://www.wikidata.org/wiki/Q5163215","display_name":"Consistency (knowledge bases)","level":2,"score":0.5445166230201721},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5183818936347961},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5160862803459167},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.49099472165107727},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.45527738332748413},{"id":"https://openalex.org/C24590314","wikidata":"https://www.wikidata.org/wiki/Q336038","display_name":"Wireless sensor network","level":2,"score":0.44714412093162537},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4452207088470459},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4313367009162903},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.36154547333717346},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32322967052459717},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3226128816604614},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3040737807750702},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.1266380250453949},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata52589.2021.9671877","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata52589.2021.9671877","pdf_url":null,"source":{"id":"https://openalex.org/S4363607718","display_name":"2021 IEEE International Conference on Big Data (Big Data)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","display_name":"Life below water","score":0.699999988079071}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W5900764","https://openalex.org/W1485009520","https://openalex.org/W1599735346","https://openalex.org/W1987423623","https://openalex.org/W2045983409","https://openalex.org/W2100986500","https://openalex.org/W2171033594","https://openalex.org/W2584622573","https://openalex.org/W2591324491","https://openalex.org/W2605489888","https://openalex.org/W2758099882","https://openalex.org/W2770705252","https://openalex.org/W2778580105","https://openalex.org/W2799351739","https://openalex.org/W2903075880","https://openalex.org/W2952341912","https://openalex.org/W2963098640","https://openalex.org/W2963599963","https://openalex.org/W2965742591","https://openalex.org/W2992269524","https://openalex.org/W2997029216","https://openalex.org/W3003037705","https://openalex.org/W3013563252","https://openalex.org/W3020952709","https://openalex.org/W3021040594","https://openalex.org/W3090347773","https://openalex.org/W3101235239","https://openalex.org/W3105543555","https://openalex.org/W3110257070","https://openalex.org/W3136302314","https://openalex.org/W6600243928","https://openalex.org/W6748609009","https://openalex.org/W6750787353","https://openalex.org/W6775374630","https://openalex.org/W6786130348"],"related_works":["https://openalex.org/W2770234245","https://openalex.org/W96612179","https://openalex.org/W4229499248","https://openalex.org/W2566006169","https://openalex.org/W1567818861","https://openalex.org/W2987774938","https://openalex.org/W4256492088","https://openalex.org/W632915154","https://openalex.org/W2079312091","https://openalex.org/W4385335406"],"abstract_inverted_index":{"Machine":[0],"learning":[1],"has":[2],"not":[3],"achieved":[4],"the":[5,26,35,49,65,84],"same":[6],"degree":[7],"of":[8,28,51,86],"success":[9],"in":[10,14,64,132],"environmental":[11],"applications":[12],"as":[13],"other":[15],"industries.":[16],"Challenges":[17],"around":[18],"data":[19,52,113,115],"sparsity,":[20],"quality,":[21],"and":[22,33,62,119],"consistency":[23],"have":[24],"limited":[25],"impact":[27],"deep":[29],"neural":[30],"network":[31],"approaches":[32],"restricted":[34],"focus":[36],"to":[37,48,69,112,127],"research":[38],"applications.":[39],"An":[40],"alternative":[41],"approach":[42],"\u2013":[43,67],"that":[44,74,98],"is":[45,68,125],"more":[46],"amenable":[47],"characteristics":[50],"coming":[53],"from":[54],"disparate":[55],"IoT":[56,103],"devices":[57,87],"deployed":[58],"at":[59,89],"different":[60],"times":[61],"locations":[63],"ocean":[66],"develop":[70],"many":[71],"lightweight":[72],"models":[73],"can":[75],"be":[76],"readily":[77],"scaled":[78],"up":[79],"or":[80],"down":[81],"based":[82],"on":[83],"number":[85],"available":[88],"any":[90],"time.":[91],"This":[92],"paper":[93],"presents":[94],"a":[95,101,107,128],"serverless":[96],"framework":[97,124],"naturally":[99],"marries":[100],"single":[102],"sensor":[104],"device":[105],"with":[106],"forecasting":[108],"model.":[109],"Aspects":[110],"related":[111],"ingestion,":[114],"processing,":[116],"model":[117],"training":[118],"deployment":[120],"are":[121],"described.":[122],"The":[123],"applied":[126],"fish":[129],"farm":[130],"site":[131],"Atlantic":[133],"Canada.":[134]},"counts_by_year":[{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
